Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each entity within the system must interact effectively to achieve a shared target. This requires careful design of the interaction framework, coupled with robust algorithms for reasoning. Challenges arise in fields such as robustn